Binary logistic regression analysis showed that PD-L1 gene expression < 1%, Pure GGN, absence of enlarged lymph nodes, and vascular convergence were all independent influencing factors of false-negative autoantibodies in lung cancer (P<0.05) (Table 5). The gene discussed is CD274; the disease is lung cancer.